reflect

reflect is a Session review & learning skill for AI agents, published by shepherdjerred in the monorepo repository on GitHub. Skillspace rates reflect F (15/100) and the safety scan rated it unsafe; the rating is based on static analysis only.

This skill should be used when the user asks to "reflect on this conversation", "optimize my agent setup", "improve agent instructions", "analyze chat patterns", "audit AGENTS.md", "suggest agent improvements", "fix agent misunderstandings", or mentions "prompt optimization", "instruction tuning", or "agent configuration audit". Analyzes chat history and configuration to identify improvements for AGENTS.md files, skills, MCPs, hooks, and permissions.

Grade
F
Quality
15 / 100
Safety
Unsafe
GitHub stars
22

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since.

Our review

Architecture
97 / 100
Maturity
Structured: ships references or scripts
Security scan
Critical-risk patterns
License
GPL-3.0
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • destructive rm -rf on home/root

Not checked yet

  • Category is a classifier prediction; no model has read this skill yet
  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

Skillspace indexes and rates this skill; it does not host or endorse it. Run third-party skills at your own risk.